Update app.py

app.py

@@ -59,24 +59,13 @@ def load_all_assets(key: str) -> Dict:
 
 # --- UI LOGIC ---
 
-def get_methodology_content(ds_name: str):
-    assets = load_all_assets(ds_name)
-    meta, report = assets["meta"], assets["report"]
-    params = meta.get("parameters", {})
-    
-    families = report.get("families", {})
-    fam_table = "| Family | Samples | Description |\n|:---|:---|:---|\n"
-    for f, count in families.items():
-        fam_table += f"| {f.upper()} | {count} | Synthetic {f} circuits |\n"
-
-    return f"""
-## 📖 Methodology: {meta.get('dataset_version')}
-**Generator:** QSBench v{meta.get('generator_version')}
-**Config:** {params.get('n_qubits')} Qubits | Depth {params.get('depth')} | Noise `{params.get('noise')}` (p={params.get('noise_prob')})
-
-### Circuit Family Coverage
-{fam_table}
-    """
+def load_guide_content():
+    """Reads the content of GUIDE.md from the local directory."""
+    try:
+        with open("GUIDE.md", "r", encoding="utf-8") as f:
+            return f.read()
+    except FileNotFoundError:
+        return "### ⚠️ Error: GUIDE.md not found. Please ensure it is in the root directory."
 
 def sync_ml_metrics(ds_name: str):
     """Dynamically finds all available numerical metrics (features) from CSV/Dataset"""
@@ -176,8 +165,8 @@ with gr.Blocks(theme=gr.themes.Soft(), title="QSBench Hub") as demo:
                     t_out = gr.Markdown()
 
         with gr.TabItem("📖 Methodology"):
-            meth_ds_sel = gr.Dropdown(list(REPO_CONFIG.keys()), value="Core (Clean)", label="Dataset Details")
-            meth_md = gr.Markdown()
+            # Automatically loads content from GUIDE.md
+            meth_md = gr.Markdown(value=load_guide_content())
 
     gr.Markdown(f"""
 ---
@@ -193,13 +182,9 @@ with gr.Blocks(theme=gr.themes.Soft(), title="QSBench Hub") as demo:
     ml_ds_sel.change(sync_ml_metrics, [ml_ds_sel], [ml_feat_sel])
     train_btn.click(train_model, [ml_ds_sel, ml_feat_sel], [p_out, t_out])
     
-    # Methodology
-    meth_ds_sel.change(get_methodology_content, [meth_ds_sel], [meth_md])
-    
     # Initial Load
     demo.load(update_explorer, [ds_sel, sp_sel], [sp_sel, data_view, c_raw, c_tr, meta_txt])
     demo.load(sync_ml_metrics, [ml_ds_sel], [ml_feat_sel])
-    demo.load(get_methodology_content, [meth_ds_sel], [meth_md])
 
 if __name__ == "__main__":
     demo.launch()